ms-ai-architect/skills/ms-ai-engineering/references/mlops-genaiops
Kjell Tore Guttormsen f094e242d1 fix(ms-ai-architect): Enhet 3b — dedup dual-**Dato:** i 5 mlops-genaiops-filer (Created-relabel/drop, git-verifisert) [skip-docs]
Løser dual-header der filer bærer BÅDE **Dato:** (opprettelse) OG **Last updated:**
(endring). Ground truth 2026-07-16 + git first-commit-map (2026-04-08 for alle 5):

- 4 distinkte (**Dato:** 2026-02-04, FØR git first-commit → ekte opprettelsesdato):
  relabel **Dato:** → **Created:**, verdi byte-bevart (norsk→engelsk label-rename).
- 1 identisk (mlops-security-access-control: **Dato:**=**Last updated:**=2026-06-19,
  ETTER git first-commit → metadata-artefakt, ikke ekte opprettelsesdato): drop redundant
  **Dato:**. Relabel ville påstått falsk opprettelsesdato — drop er sannferdig.

Ny ren primitiv dropRedundantBoldField (kaster uten identisk-verdi bevis-felt),
gjenbrukt relabelHeaderDialect m/ CREATED_MAP. Manifest-drevet dedup-dato.mjs med
hard per-fil-invariant FØR skriv (relabel: 1 linje, kun label-token; drop: net -1,
Last updated bevart), atomicWriteSync, idempotent. Ingen validator håndhever lukket
feltliste → **Created:** er additiv/konform.

+15 tester (dropRedundantBoldField, CREATED_MAP-relabel, applyOp, manifest, 2 corpus-
guards) + oppdatert stale Enhet-2 carve-out-guard til post-3b-sannhet. Suite 910/910
exit 0. validate-plugin 250 PASS/0 FAIL. Datoløse dual-**Dato:**-filer 5→0.
2026-07-16 20:38:24 +02:00
..
ab-testing-llm-applications.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
automated-retraining-pipelines.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
azure-ml-pipelines-orchestration.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
ci-cd-for-ml-models.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
cost-optimization-mlops-pipelines.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
data-drift-monitoring-detection.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
feedback-loops-continuous-improvement.md fix(ms-ai-architect): Enhet 3b — dedup dual-**Dato:** i 5 mlops-genaiops-filer (Created-relabel/drop, git-verifisert) [skip-docs] 2026-07-16 20:38:24 +02:00
genaiops-llm-specific-practices.md fix(ms-ai-architect): Enhet 3b — dedup dual-**Dato:** i 5 mlops-genaiops-filer (Created-relabel/drop, git-verifisert) [skip-docs] 2026-07-16 20:38:24 +02:00
governance-audit-ml-operations.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
inferencing-optimization-caching.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
infrastructure-as-code-mlops.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
llm-evaluation-production.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
mlops-fundamentals-overview.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
mlops-security-access-control.md fix(ms-ai-architect): Enhet 3b — dedup dual-**Dato:** i 5 mlops-genaiops-filer (Created-relabel/drop, git-verifisert) [skip-docs] 2026-07-16 20:38:24 +02:00
mlops-teams-collaboration-tools.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
model-deployment-strategies-azure.md fix(ms-ai-architect): Enhet 3b — dedup dual-**Dato:** i 5 mlops-genaiops-filer (Created-relabel/drop, git-verifisert) [skip-docs] 2026-07-16 20:38:24 +02:00
model-drift-performance-degradation.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
model-evaluation-frameworks.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
model-versioning-registry-management.md feat(ms-ai-architect): Spor 1 — Port-1-substrat migrert på 4 ikke-advisor-skills (243 Source + 327 Type + 325 TOC + stale-verified poison fjernet) [skip-docs] 2026-07-04 10:19:11 +02:00
monitoring-observability-ml-systems.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00
prompt-flow-production-deployment.md fix(ms-ai-architect): Enhet 3b — dedup dual-**Dato:** i 5 mlops-genaiops-filer (Created-relabel/drop, git-verifisert) [skip-docs] 2026-07-16 20:38:24 +02:00
responsible-ai-mlops-integration.md feat(ms-ai-architect): R22 decision-b Enhet 3 — Status-backfill 25 none + ai-act dual-header-dedup 4 (Missing Status/Last-updated 29+4→0) [skip-docs] 2026-07-07 07:45:27 +02:00